Downloads · 30 days
9
16% of all-time downloads
bert-base-uncased-finetuned-cola
kdo6301/bert-base-uncased-finetuned-cola
bert-base-uncased-finetuned-cola is a text classification model from kdo6301. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
All-time downloads
58
Public
Repo size
1.3 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin438 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Feb 20, 2022
- SHA
- 2d5c5981
Try a prompt
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
bert-base-uncased-finetuned-cola
This model is a fine-tuned version of bert-base-uncased on the glue dataset. It achieves the following results on the evaluation set:
- Loss: 0.9089
- Matthews Correlation: 0.5640
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
|---|---|---|---|---|
| 0.4864 | 1.0 | 535 | 0.4689 | 0.5232 |
| 0.2864 | 2.0 | 1070 | 0.5835 | 0.5296 |
| 0.1884 | 3.0 | 1605 | 0.6953 | 0.5458 |
| 0.1263 | 4.0 | 2140 | 0.8082 | 0.5625 |
| 0.0832 | 5.0 | 2675 | 0.9089 | 0.5640 |
Framework versions
- Transformers 4.16.2
- Pytorch 1.10.0+cu111
- Datasets 1.18.3
- Tokenizers 0.11.0
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Mar 2, 2022
- Updated
- Feb 20, 2022